IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/26513.html
   My bibliography  Save this paper

Disability Insurance: Error Rates and Gender Differences

Author

Listed:
  • Hamish Low
  • Luigi Pistaferri

Abstract

We show the extent of screening errors made in disability insurance awards using matched survey-administrative data. Type I errors are widespread with large gender differences. Work-disabled women are 12.8 percentage points more likely to be rejected than work-disabled men, controlling for health conditions and demographics. Gender differences arise because women are assessed with more residual work capacity. We model the SSA decision-making process and estimate that gender differences in screening errors originate from lower utility losses from incorrectly rejecting women. Finally, noise in self-reported work limitation leads to an overstatement of screening errors, but the gender difference remains.

Suggested Citation

  • Hamish Low & Luigi Pistaferri, 2019. "Disability Insurance: Error Rates and Gender Differences," NBER Working Papers 26513, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:26513
    Note: LS
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w26513.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. David Card & Stefano DellaVigna & Patricia Funk & Nagore Iriberri, 2020. "Are Referees and Editors in Economics Gender Neutral?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(1), pages 269-327.
    2. Chen, Susan & van der Klaauw, Wilbert, 2008. "The work disincentive effects of the disability insurance program in the 1990s," Journal of Econometrics, Elsevier, vol. 142(2), pages 757-784, February.
    3. Bound, John & Burkhauser, Richard V., 1999. "Economic analysis of transfer programs targeted on people with disabilities," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 51, pages 3417-3528, Elsevier.
    4. Heather Sarsons, 2015. "Recognition for Group Work," Working Paper 254946, Harvard University OpenScholar.
    5. David Neumark & Roy J. Bank & Kyle D. Van Nort, 1996. "Sex Discrimination in Restaurant Hiring: An Audit Study," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 915-941.
    6. Mary Daly & Richard V. Burkhauser, 2003. "The Supplemental Security Income Program," NBER Chapters, in: Means-Tested Transfer Programs in the United States, pages 79-140, National Bureau of Economic Research, Inc.
    7. David Autor & Nicole Maestas & Kathleen Mullen & Alexander Strand, 2011. "Does Delay Cause Decay? The Effect of Administrative Decision Time on the Labor Force Participation and Earnings of Disability Applicants," Working Papers wp258, University of Michigan, Michigan Retirement Research Center.
    8. repec:eee:labchp:v:3:y:1999:i:pc:p:3417-3528 is not listed on IDEAS
    9. Arie Kapteyn & James P. Smith & Arthur van Soest, 2007. "Vignettes and Self-Reports of Work Disability in the United States and the Netherlands," American Economic Review, American Economic Association, vol. 97(1), pages 461-473, March.
    10. Michaud, Amanda & Wiczer, David, 2018. "Occupational hazards and social disability insurance," Journal of Monetary Economics, Elsevier, vol. 96(C), pages 77-92.
    11. David Autor & Nicole Maestas & Kathleen Mullen & Alexander Strand, 2011. "Does Delay Cause Decay? The Effect of Administrative Decision Time on the Labor Force Participation and Earnings of Disability Applicants," Working Papers wp258, University of Michigan, Michigan Retirement Research Center.
    12. Hugo Benitez-Silva & Moshe Buchinsky & John Rust, 2004. "How Large are the Classification Errors in the Social Security Disability Award Process?," NBER Working Papers 10219, National Bureau of Economic Research, Inc.
    13. Robert A. Moffitt, 2003. "Means-Tested Transfer Programs in the United States," NBER Books, National Bureau of Economic Research, Inc, number moff03-1.
    14. Cecilia Rouse & Claudia Goldin, 2000. "Orchestrating Impartiality: The Impact of "Blind" Auditions on Female Musicians," American Economic Review, American Economic Association, vol. 90(4), pages 715-741, September.
    15. Marianne Bertrand & Sendhil Mullainathan, 2004. "Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination," American Economic Review, American Economic Association, vol. 94(4), pages 991-1013, September.
    16. Hugo Benítez-Silva & Moshe Buchinsky & Hiu Man Chan & Sofia Cheidvasser & John Rust, 2004. "How large is the bias in self-reported disability?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(6), pages 649-670.
    17. Goldin, Claudia D. & Rouse, Cecilia, 2000. "Orchestrating Impartiality: The Impact of “Blind†Auditions on Female Musicians," Scholarly Articles 30703974, Harvard University Department of Economics.
    18. Mark Duggan & Scott A. Imberman, 2009. "Why Are the Disability Rolls Skyrocketing? The Contribution of Population Characteristics, Economic Conditions, and Program Generosity," NBER Chapters, in: Health at Older Ages: The Causes and Consequences of Declining Disability among the Elderly, pages 337-379, National Bureau of Economic Research, Inc.
    19. Hamish Low & Luigi Pistaferri, 2015. "Disability Insurance and the Dynamics of the Incentive Insurance Trade-Off," American Economic Review, American Economic Association, vol. 105(10), pages 2986-3029, October.
    20. Haveman, Robert & Wolfe, Barbara, 2000. "The economics of disability and disability policy," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 18, pages 995-1051, Elsevier.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Naoki Aizawa & Soojin Kim & Serena Rhee, 2020. "Labor Market Screening and the Design of Social Insurance: An Equilibrium Analysis of the Labor Market for the Disabled," NBER Working Papers 27478, National Bureau of Economic Research, Inc.
    2. Ding Liu & Daniel L. Millimet, 2021. "Bounding the joint distribution of disability and employment with misclassification," Health Economics, John Wiley & Sons, Ltd., vol. 30(7), pages 1628-1647, July.
    3. Ashesh Rambachan, 2022. "Identifying Prediction Mistakes in Observational Data," NBER Chapters, in: Economics of Artificial Intelligence, National Bureau of Economic Research, Inc.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Barron, Kai & Ditlmann, Ruth & Gehrig, Stefan & Schweighofer-Kodritsch, Sebastian, 2020. "Explicit and implicit belief-based gender discrimination: A hiring experiment," Discussion Papers, Research Unit: Economics of Change SP II 2020-306, WZB Berlin Social Science Center.
    2. Hamish Low & Luigi Pistaferri, 2020. "Disability Insurance: Theoretical Trade‐Offs and Empirical Evidence," Fiscal Studies, John Wiley & Sons, vol. 41(1), pages 129-164, March.
    3. Hugo Benítez-Silva & Richard Disney & Sergi Jiménez-Martín, 2010. "Disability, capacity for work and the business cycle: an international perspective [Has the boom in incapacity benefit claimant numbers passed its peak?]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 25(63), pages 483-536.
    4. Adnan, Wifag & Arin, K. Peren & Charness, Gary & Lacomba, Juan A. & Lagos, Francisco, 2022. "Which social categories matter to people: An experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 193(C), pages 125-145.
    5. David Wiczer & Amanda Michaud, 2017. "The Disability Option: Labor Market Dynamics with Macroeconomic and Health Risks," 2017 Meeting Papers 1459, Society for Economic Dynamics.
    6. Hamish Low & Luigi Pistaferri, 2010. "Disability Risk, Disability Insurance and Life Cycle Behavior," NBER Working Papers 15962, National Bureau of Economic Research, Inc.
    7. Andreas Haller & Stefan Staubli & Josef Zweimüller, 2024. "Designing Disability Insurance Reforms: Tightening Eligibility Rules or Reducing Benefits?," Econometrica, Econometric Society, vol. 92(1), pages 79-110, January.
    8. Eric French & Jae Song, 2014. "The Effect of Disability Insurance Receipt on Labor Supply," American Economic Journal: Economic Policy, American Economic Association, vol. 6(2), pages 291-337, May.
    9. Mathilde Godard & Pierre Koning & Maarten Lindeboom, 2024. "Application and Award Responses to Stricter Screening in Disability Insurance," Journal of Human Resources, University of Wisconsin Press, vol. 59(5), pages 1353-1386.
    10. Gagnon, Nickolas & Bosmans, Kristof & Riedl, Arno, 2020. "The Effect of Unfair Chances and Gender Discrimination on Labor Supply," IZA Discussion Papers 12912, Institute of Labor Economics (IZA).
    11. Xinlei (Jack) Chen & Xiaohua Zeng & Cheng Zhang, 2023. "Does Concealing Gender Identity Help Women Win the Competition? An Empirical Investigation into Online Video Games," Marketing Science, INFORMS, vol. 42(3), pages 551-568, May.
    12. Barbara Broadway & Duncan McVicar, 2021. "Reducing the Generosity and Increasing the Conditionality of Welfare Benefits for People with Disability: “Turning the Supertanker” or “Squeezing the Balloon”?," Scandinavian Journal of Economics, Wiley Blackwell, vol. 123(3), pages 848-873, July.
    13. Mathilde Godard & Maarten Lindeboom & Pierre Koning, 2018. "Targeting disability insurance applications with screening," Post-Print halshs-01960488, HAL.
    14. Shane Thompson, 2017. "College Advising And Gender," Economic Inquiry, Western Economic Association International, vol. 55(2), pages 1007-1016, April.
    15. Eren, Ozkan, 2023. "Potential in-group bias at work: Evidence from performance evaluations," Journal of Economic Behavior & Organization, Elsevier, vol. 206(C), pages 296-312.
    16. Zanoni, Wladimir & Duryea, Suzanne & Paredes, Jorge, 2024. "Exploring Gender Discrimination: A Multi-Trial Field Experiment in Urban Ecuador," IDB Publications (Working Papers) 13705, Inter-American Development Bank.
    17. Hyland,Marie Caitriona & Islam,Asif Mohammed & Muzi,Silvia, 2020. "Firms' Discriminatory Behavior, and Women's Employment in the Democratic Republic of Congo," Policy Research Working Paper Series 9224, The World Bank.
    18. Simonetta Longhi & Cheti Nicoletti & Lucinda Platt, 2012. "Interpreting Wage Gaps of Disabled Men: The Roles of Productivity and of Discrimination," Southern Economic Journal, John Wiley & Sons, vol. 78(3), pages 931-953, January.
    19. Perry Singleton, 2009. "The Effective Target of the Social Security Disability Benefits Reform Act of 1984," Center for Policy Research Working Papers 119, Center for Policy Research, Maxwell School, Syracuse University.
    20. Lahiri, Kajal & Song, Jae & Wixon, Bernard, 2008. "A model of Social Security Disability Insurance using matched SIPP/Administrative data," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 4-20, July.

    More about this item

    JEL classification:

    • H55 - Public Economics - - National Government Expenditures and Related Policies - - - Social Security and Public Pensions
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • J71 - Labor and Demographic Economics - - Labor Discrimination - - - Hiring and Firing

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nbr:nberwo:26513. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.